Predictive Maintenance on UCI CNC Machine (test)
477,000Total Cost (USD)L6: Rule-Based Causal
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| L6: Rule-Based CausalType=Rule-based thresholds2025.11 | 477,000 | 1,173,000 | 71.1 | 100 | 18.3 | 31 | 66 | 294 | 0 | |
| L5: CausalType=Formal causal inference2025.11 | 492,500 | 1,157,500 | 70.2 | 87.9 | 92.1 | 89.9 | 58 | 5 | 8 | |
| L7: PyMC BARTType=Bayesian Additive Regression Trees2025.11 | 541,000 | 1,109,000 | 67.2 | 89.4 | 29.4 | 44.2 | 59 | 142 | 7 | |
| L3: Cost-Aware TreeType=Non-linear decision tree2025.11 | 572,500 | 1,077,500 | 65.3 | 87.9 | 26 | 40.1 | 58 | 165 | 8 | |
| L1: Balanced LogRegType=Balanced Logistic Regression2025.11 | 743,000 | 907,000 | 55 | 81.8 | 13.5 | 23.2 | 54 | 346 | 12 | |
| L2: Cost-Aware LogRegType=Cost-Aware Logistic Regression2025.11 | 794,000 | 856,000 | 51.9 | 83.3 | 10.1 | 18.1 | 55 | 488 | 11 | |
| L4: Bayesian LogRegType=Bayesian Logistic Regression2025.11 | 878,000 | 772,000 | 53.2 | 81.8 | 13.5 | 23.2 | 54 | 346 | 12 | |
| L0: No-SkillDescription=Baseline solution of doing nothing2025.11 | 1,650,000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 66 |